I'm confused, what's expensive about it? It's a serverless pay per token model?

Do you mean specifically the Bedrock Knowledgebase/RAG -- that uses serverless OpenSearch which costs at minimum $200ish/month bc it doesn't scale to zero?

Serverless Bedrock helps. Close enough to per token pricing of others if you need to be on AWS.